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Open Access

Safety Verification of Semi-Algebraic Dynamical Systems via Inductive Invariant

Hui Kong( )Fei HeXiaoyu SongMing GuHongyan TanJiaguang Sun
School of Software, Tsinghua University, Beijing 100084, China
Department of ECE, Portland State University, OR 97207, USA
Institute of Acoustics, Chinese Academy of Sciences, Beijing 100190, China
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Abstract

To verify the safety of nonlinear dynamical systems based on inductive invariants, key issues include defining the most complete inductive condition and discovering an inductive invariant that satisfies the specified inductive condition. In this paper, to lay a solid foundation for future research into the safety verification of semi-algebraic dynamical systems, we first establish a formal framework for evaluating the quality of continuous inductive conditions. In addition, we propose a new complete and computable inductive condition for verifying the safety of semi-algebraic dynamical systems. Compared with the existing complete and computable inductive condition, this new inductive condition can be easily adapted to achieve a set of sufficient inductive conditions with different level of conservativeness and computational complexity, which provides us with a means to trade off between the verification power and complexity. These inductive conditions can be solved by quantifier elimination and SMT solvers.

References

[1]
T. Henzinger, The theory of hybrid automata, in Logic in Computer Science, 1996. LICS’96. Proceeding., Eleventh Annual IEEE Symposium on, IEEE, 1996, pp. 278-292.
[2]
R. Alur, C. Courcoubetis, N. Halbwachs, T. Henzinger, P. Ho, X. Nicollin, A. Olivero, J. Sifakis, and S. Yovine, The algorithmic analysis of hybrid systems, Theoretical Computer Science ,vol. 138, no. 1, pp. 3-34, 1995.
[3]
J. Liu, N. Zhan, and H. Zhao, Computing semialgebraic invariants for polynomial dynamical systems, in Proceedings of the Ninth ACM International Conference on Embedded Software, ACM, 2011, pp. 97-106
[4]
B. Mishraand C. Yap, Notes on Gröbner bases, Information Sciences, vol. 48, no. 3, pp. 219-252, 1989.
[5]
S. Prajna and A. Jadbabaie, Safety verification of hybrid systems using barrier certificates, Hybrid Systems: Computation and Control, pp. 271-274, 2004.
[6]
S. Gulwani and A. Tiwari, Constraint-based approach for analysis of hybrid systems, in Computer Aided Verification, Springer, 2008, pp. 190-203.
[7]
A. Platzer and E. Clarke, Computing differential invariants of hybrid systems as fixedpoints, in Computer Aided Verification, Springer, 2008, pp. 176-189.
[8]
A. Tiwariand G. Khanna, Nonlinear systems: Approximating reach sets, Hybrid Systems: Computation and Control, pp. 171-174, 2004.
[9]
S. Sankaranarayanan, Automatic invariant generation for hybrid systems using ideal fixed points, in Proceedings of the 13th ACM International Conference on Hybrid Systems: Computation and Control, ACM, 2010, pp. 221-230.
[10]
M. Jirstrand, Invariant sets for a class of hybrid systems, in Decision and Control, in Proceedings of the 37th IEEE Conference on, IEEE, 1998, pp. 3699-3704.
[11]
E. Rodríguez-Carbonell and A. Tiwari, Generating polynomial invariants for hybrid systems, Hybrid Systems: Computation and Control, pp. 590-605, 2005.
[12]
S. Sankaranarayanan, H. Sipma, and Z. Manna, Constructing invariants for hybrid systems, Hybrid Systems: Computation and Control, pp. 69-77, 2004.
[13]
S. Prajna, A. Jadbabaie, and G. Pappas, A framework for worst-case and stochastic safety verification using barrier certificates, Automatic Control, IEEE Transactions on, vol. 52, no. 8, pp. 1415-1428, 2007.
[14]
A. Taly and A. Tiwari, Deductive verification of continuous dynamical systems, in FSTTCS, 2009, pp. 383-394.
[15]
C. Sloth, G. Pappas, and R. Wisniewski, Compositional safety analysis using barrier certificates, in Proceedings of the 15th ACM International Conference on Hybrid Systems: Computation and Control, ACM, 2012, pp. 15-24.
[16]
H. Kong, F. He, X. Song, W. Hung, and M. Gu, Exponential-condition-based barrier certificate generation for safety verification of hybrid systems, Lecture Notes in Computer Science, vol. 8044, pp. 242-257, 2013.
Tsinghua Science and Technology
Pages 211-222
Cite this article:
Kong H, He F, Song X, et al. Safety Verification of Semi-Algebraic Dynamical Systems via Inductive Invariant. Tsinghua Science and Technology, 2014, 19(2): 211-222. https://doi.org/10.1109/TST.2014.6787375

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Received: 18 September 2013
Revised: 16 December 2013
Accepted: 30 December 2013
Published: 15 April 2014
© The author(s) 2014
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